{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Intruduction to MelGeneralizedCepstrums.jl\n",
    "\n",
    "This notebook shows the basic usage of MelGeneralizedCepstrums.jl."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation\n",
    "\n",
    "- Configure visualization settings (using PyPlot in this notebook)\n",
    "- Loading an audio file (using WAV package)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: using PyPlot.matplotlib in module Main conflicts with an existing identifier.\n"
     ]
    }
   ],
   "source": [
    "using PyCall\n",
    "matplotlib = pyimport(\"matplotlib\")\n",
    "PyDict(matplotlib[\"rcParams\"])[\"figure.figsize\"] = (12, 5)\n",
    "using PyPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import SPTK\n",
    "using WAV\n",
    "using DSP\n",
    "using MelGeneralizedCepstrums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e10051c50>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e03c7a190>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, fs = wavread(joinpath(Pkg.dir(\"SPTK\"), \"examples\", \"test16k.wav\"), format=\"native\")\n",
    "x = convert(Vector{Float64}, vec(x))\n",
    "\n",
    "# Visualize the speech signal in time-domain\n",
    "plot(1:endof(x), x, label=\"a speech signal\")\n",
    "xlim(1, endof(x))\n",
    "xlabel(\"sample\")\n",
    "legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Windowing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e03bf2fd0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e03ae77d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Pick a short segment\n",
    "pos = 3000\n",
    "fftlen = 1024\n",
    "\n",
    "# Note that mel-generalized cepstrum analysis assumes power-normalized window so that Σₙ w(n)² = 1\n",
    "win = DSP.blackman(fftlen) ./ sqrt(sumabs2(DSP.blackman(fftlen))) # or you can write simply `SPTK.blackman(fftlen)`\n",
    "@assert isapprox(sumabs2(win), 1.0)\n",
    "\n",
    "xw = x[pos+1:pos+fftlen] .* win\n",
    "\n",
    "plot(1:endof(xw), xw, linewidth=\"2\", label=\"a windowed speech signal\")\n",
    "xlim(1, endof(xw))\n",
    "xlabel(\"sample\")\n",
    "legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel-generalized cepstrum analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pplot (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plotting utility for visualizing spectral envelope estimate\n",
    "function pplot(sp, envelope; title=\"envelope\")\n",
    "    plot(sp, \"b-\", linewidth=\"2\", label=\"Original log spectrum 20log|X(ω)|\")\n",
    "    plot(20/log(10)*(envelope), \"r-\", linewidth=\"3\", label=title)\n",
    "    xlim(1, length(sp))\n",
    "    xlabel(\"frequency bin\")\n",
    "    ylabel(\"log amplitude\")\n",
    "    legend()\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Compute spectrum 20log|X(ω)| for a windowed signal\n",
    "sp = 20log10(abs(rfft(xw)));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e03b280d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e02f49a10>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Linear Cepstrum\n",
    "c = estimate(LinearCepstrum(20), xw)\n",
    "pplot(sp, real(mgc2sp(c, fftlen)), title=\"Linear frequency cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e03bd3610>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e02e930d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mel-Cepstrum\n",
    "mc = estimate(MelCepstrum(20, 0.41), xw)\n",
    "pplot(sp, real(mgc2sp(mc, fftlen)), title=\"Mel-cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e03bc2490>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e02dcfd10>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# LPC Cepstrum \n",
    "mgc = estimate(AllPoleCepstrum(20), xw)\n",
    "pplot(sp, real(mgc2sp(mgc, fftlen)), title=\"LPC cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e02f74690>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e02d19ad0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Warped LPC\n",
    "mgc = estimate(MelGeneralizedCepstrum(20, 0.41, -1.0), xw)\n",
    "pplot(sp, real(mgc2sp(mgc, fftlen)), title=\"Warped LPC based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e02f07250>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e02a3b9d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generalized Cepstrum\n",
    "mgc = estimate(GeneralizedCepstrum(20, -0.35), xw)\n",
    "pplot(sp, real(mgc2sp(mgc, fftlen)), title=\"Generalized cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       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"
      ],
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x7f6e02df12d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f6e029848d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mel-Generalized Cepstrum\n",
    "mgc = estimate(MelGeneralizedCepstrum(20, 0.41, -0.35), xw)\n",
    "pplot(sp, real(mgc2sp(mgc, fftlen)), title=\"Mel-generalized cepstrum based envelope\")"
   ]
  }
 ],
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